{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "5d651eae-7cf3-474c-88f7-b9018b0dede7",
   "metadata": {},
   "source": [
    "https://www.kaggle.com/datasets/sirrabbit/ppg-dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "dbb3f30c-da73-407b-aca3-6d24d46226ba",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import re\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "1ec3f6b3-c1ff-4bdf-9309-01578b3a0ae3",
   "metadata": {},
   "outputs": [],
   "source": [
    "ppgfolder = '../data/'\n",
    "allfiles = os.listdir(ppgfolder)\n",
    "annotations = [x for x in allfiles if re.search('annotations',x)]\n",
    "annotations.sort()\n",
    "csvfiles = [[x for x in allfiles if x[5]==str(i) and re.search('annotations',x) is None] for i in range(1,6)]\n",
    "for f in csvfiles:\n",
    "    f.sort()\n",
    "ppgfiles = list(zip(annotations,csvfiles))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "64b44f07-e289-4157-9976-89c764b94478",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('gamer1-annotations.csv',\n",
       "  ['gamer1-ppg-2000-01-01.csv', 'gamer1-ppg-2000-01-02.csv']),\n",
       " ('gamer2-annotations.csv',\n",
       "  ['gamer2-ppg-2000-01-01.csv', 'gamer2-ppg-2000-01-02.csv']),\n",
       " ('gamer3-annotations.csv',\n",
       "  ['gamer3-ppg-2000-01-01.csv', 'gamer3-ppg-2000-01-02.csv']),\n",
       " ('gamer4-annotations.csv',\n",
       "  ['gamer4-ppg-2000-01-01.csv', 'gamer4-ppg-2000-01-02.csv']),\n",
       " ('gamer5-annotations.csv',\n",
       "  ['gamer5-ppg-2000-01-01.csv', 'gamer5-ppg-2000-01-02.csv'])]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ppgfiles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "c29fc41b-c59f-44d1-8368-20261c7307c5",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv(ppgfolder+ppgfiles[0][0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "0f38647f-beea-441b-bf1f-6f8254f199a2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Datetime', 'Event', 'Value'], dtype='object')"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "50e84097-7af4-4daa-b449-d5f31ecfa3c6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "('2000-01-01T11:00:00', '2000-01-02T11:02:00')"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.Datetime.min(),df.Datetime.max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "8dd9dcfd-6a34-4e8d-b3c1-996b02c92bf6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Diary Entry (text)                           35\n",
       "Stanford Sleepiness Self-Assessment (1-7)    25\n",
       "Sleep-2-Peak Reaction Time (ms)              25\n",
       "Name: Event, dtype: int64"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.Event.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "2fe61627-3169-4080-8411-17e83adcffe8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'gamer2-annotations.csv'"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ppgfiles[1][0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "215d8601-74c7-4f2f-b126-92db0f998d04",
   "metadata": {},
   "outputs": [],
   "source": [
    "df1 = pd.read_csv(ppgfolder+ppgfiles[0][1][0])\n",
    "df2 = pd.read_csv(ppgfolder+ppgfiles[0][1][1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "85a00242-4073-4b7f-9239-41bae327409a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((2996500, 2), (3177175, 2))"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.shape,df2.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "0904362f-042e-48db-b144-74230d41aaca",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "('12:54:40.369052', '23:59:52.484661')"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.Time.min(),df1.Time.max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "05c5e2fb-902b-4014-a715-1ee731d65557",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "('00:05:06.474864', '11:07:47.953060')"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2.Time.min(),df2.Time.max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "dd1b230b-f504-4db0-b5af-a9f09a215caa",
   "metadata": {},
   "outputs": [],
   "source": [
    "df1['Time2'] = pd.to_datetime(df1.Time)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "d3745403-5601-45e7-b279-e0f6af93d2c8",
   "metadata": {},
   "outputs": [],
   "source": [
    "df2['Time2'] = pd.to_datetime(df2.Time)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "f2959ea8-1c35-4180-ab2e-60e66b24aa98",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Time</th>\n",
       "      <th>Red_Signal</th>\n",
       "      <th>Time2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>12:54:40.369052</td>\n",
       "      <td>705</td>\n",
       "      <td>2023-09-13 12:54:40.369052</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>12:54:40.369900</td>\n",
       "      <td>559</td>\n",
       "      <td>2023-09-13 12:54:40.369900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>12:54:40.369900</td>\n",
       "      <td>438</td>\n",
       "      <td>2023-09-13 12:54:40.369900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>12:54:40.370917</td>\n",
       "      <td>334</td>\n",
       "      <td>2023-09-13 12:54:40.370917</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>12:54:40.370917</td>\n",
       "      <td>254</td>\n",
       "      <td>2023-09-13 12:54:40.370917</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>12:54:40.371907</td>\n",
       "      <td>193</td>\n",
       "      <td>2023-09-13 12:54:40.371907</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>12:54:40.371907</td>\n",
       "      <td>146</td>\n",
       "      <td>2023-09-13 12:54:40.371907</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>12:54:40.371907</td>\n",
       "      <td>111</td>\n",
       "      <td>2023-09-13 12:54:40.371907</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>12:54:40.372910</td>\n",
       "      <td>84</td>\n",
       "      <td>2023-09-13 12:54:40.372910</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>12:54:40.373928</td>\n",
       "      <td>64</td>\n",
       "      <td>2023-09-13 12:54:40.373928</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              Time  Red_Signal                      Time2\n",
       "0  12:54:40.369052         705 2023-09-13 12:54:40.369052\n",
       "1  12:54:40.369900         559 2023-09-13 12:54:40.369900\n",
       "2  12:54:40.369900         438 2023-09-13 12:54:40.369900\n",
       "3  12:54:40.370917         334 2023-09-13 12:54:40.370917\n",
       "4  12:54:40.370917         254 2023-09-13 12:54:40.370917\n",
       "5  12:54:40.371907         193 2023-09-13 12:54:40.371907\n",
       "6  12:54:40.371907         146 2023-09-13 12:54:40.371907\n",
       "7  12:54:40.371907         111 2023-09-13 12:54:40.371907\n",
       "8  12:54:40.372910          84 2023-09-13 12:54:40.372910\n",
       "9  12:54:40.373928          64 2023-09-13 12:54:40.373928"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "90a20f43-c7ba-4ff6-8c10-ec8eb3ee627a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df1.Red_Signal.hist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "2aa1f62c-9aff-4e72-bed2-bb548cba2a96",
   "metadata": {},
   "outputs": [],
   "source": [
    "df11 = df1[['Time2','Red_Signal']]\n",
    "df11 = df11.set_index('Time2')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "id": "c7da3e5a-dfe9-4833-8095-0abdb4bb4819",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "right=1000\n",
    "step=100\n",
    "plt.plot(df1.Time2[:right],df1.Red_Signal[:right])\n",
    "plt.xticks(df1.Time2[:right:step],df1.Time[:right:step],rotation=45)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "id": "1afdacd1-b044-41f0-be5c-2f58ade7082a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "left=1000\n",
    "right=2000\n",
    "step=100\n",
    "plt.plot(df1.Time2[left:right],df1.Red_Signal[left:right])\n",
    "plt.xticks(df1.Time2[left:right:step],df1.Time[left:right:step],rotation=45)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "id": "22415128-72de-4692-af3b-dbd027fb849c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "left=2000\n",
    "right=3000\n",
    "step=100\n",
    "plt.plot(df1.Time2[left:right],df1.Red_Signal[left:right])\n",
    "plt.xticks(df1.Time2[left:right:step],df1.Time[left:right:step],rotation=45)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "id": "17f8b561-d252-4dbd-8c34-dd236af68aa2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "left=2000\n",
    "right=2200\n",
    "step=20\n",
    "plt.plot(df1.Time2[left:right],df1.Red_Signal[left:right])\n",
    "plt.xticks(df1.Time2[left:right:step],df1.Time[left:right:step],rotation=45)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "id": "fc3c7deb-3b5e-424a-9cd7-3224b95acc38",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "left=2400\n",
    "right=2700\n",
    "step=20\n",
    "plt.plot(df1.Time2[left:right],df1.Red_Signal[left:right])\n",
    "plt.xticks(df1.Time2[left:right:step],df1.Time[left:right:step],rotation=45)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c08afdf2-adf2-4399-85bc-2f500058ed14",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
